{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "865be318",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "from tqdm import tqdm\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "from image_process.EyeDataset import EyeDataset\n",
    "from image_process.noise_manage import events_to_count_images\n",
    "from image_process.noise_manage import create_noise_mask, apply_noise_mask\n",
    "from image_process.eyelid_glint import create_eyelid_glint_mask\n",
    "from image_process.eyelash import create_eyelash_mask, get_blur_mask, get_morph_mask, get_largest_blob\n",
    "from image_process.pupil_center import generate_donut_kernel\n",
    "from scipy.signal import fftconvolve\n",
    "from image_process.ellipse_fit import fit_ellipse, ellipse_fit_score\n",
    "from image_process.pupil_center import locate_pupil_center, create_pupil_mask\n",
    "from image_process.ellipse_fit import transform_points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "35725f44",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Showing the left eye of subject 9\n",
      "\n",
      "Loading Data from .\\eye_data..... \n",
      "\n",
      "Loading Frames....\n",
      "There are 7414 frames \n",
      "\n",
      "Loading Events....\n",
      "There are 123411692 events \n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "生成计数图: 100%|██████████| 15427/15427 [00:26<00:00, 591.99it/s]\n"
     ]
    }
   ],
   "source": [
    "data_dir = '.\\\\eye_data'\n",
    "subject = 9\n",
    "eye = 'left'\n",
    "\n",
    "'''把事件转换为极性图片'''\n",
    "\n",
    "eye_dataset = EyeDataset(data_dir, subject)\n",
    "if eye == 'left':\n",
    "    print('Showing the left eye of subject ' + str(subject) + '\\n')\n",
    "    print('Loading Data from ' + data_dir + '..... \\n')\n",
    "    eye_dataset.collect_data(0)\n",
    "else:\n",
    "    print('Showing the right eye of subject ' + str(subject)+ '\\n')\n",
    "    print('Loading Data from ' + data_dir + '..... \\n')\n",
    "    eye_dataset.collect_data(1)\n",
    "    \n",
    "event_list = eye_dataset.event_stack[::-1]\n",
    "\n",
    "images = events_to_count_images(event_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "a2d3c679",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pos_img, neg_img = images[1237]\n",
    "\n",
    "def pos_neg_to_rgb(pos_img, neg_img):\n",
    "    rgb_img = np.ones(pos_img.shape + (3,), dtype=np.uint8) * 255\n",
    "    rgb_img [(pos_img > 0) & (neg_img == 0)] = [0, 255, 0]  # 绿色\n",
    "    rgb_img [(neg_img > 0) & (pos_img <= 0)] = [255, 0, 0]  # 红色\n",
    "    rgb_img [(pos_img > 0) & (neg_img > 0)] = [255, 255, 0]  # 黄色\n",
    "    return rgb_img\n",
    "\n",
    "rgb_img = pos_neg_to_rgb(pos_img, neg_img)\n",
    "plt.imshow(rgb_img)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "578bcef8",
   "metadata": {},
   "source": [
    "## 生成掩码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "aed090bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "noise_mask = create_noise_mask(pos_img, neg_img, kernel_size=5, thresh_noise=5)\n",
    "\n",
    "rgb_img = pos_neg_to_rgb(pos_img, neg_img)\n",
    "rgb_img [((pos_img > 0) | (neg_img > 0)) & noise_mask > 0] = [0, 0, 255]  # 蓝色\n",
    "plt.imshow(rgb_img)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3823ddd5",
   "metadata": {},
   "source": [
    "### 第一次去噪"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "e641a62b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pos_img_denoised, neg_img_denoised = apply_noise_mask(pos_img, neg_img, noise_mask)\n",
    "\n",
    "rgb_img = pos_neg_to_rgb(pos_img_denoised, neg_img_denoised)\n",
    "plt.imshow(rgb_img)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "873e44f1",
   "metadata": {},
   "source": [
    "### 获取眼睑、高光掩码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "22c8ec1d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "eyelid_glint_mask = create_eyelid_glint_mask(pos_img_denoised, neg_img_denoised, \n",
    "                         bin_thresh=1, dilate_kernel=7, dilate_shape='ellipse', \n",
    "                         expand_kernel=5, expand_shape='ellipse')\n",
    "\n",
    "rgb_img = pos_neg_to_rgb(pos_img_denoised, neg_img_denoised)\n",
    "\n",
    "def img_add_mask(rgb_img, mask):\n",
    "    colored_mask = np.ones_like(rgb_img) * 255\n",
    "    colored_mask[mask > 0] = [0, 0, 255]\n",
    "    overlay = cv2.addWeighted(rgb_img, 0.8, colored_mask, 0.2, 0)\n",
    "    return overlay\n",
    "\n",
    "rgb_img = img_add_mask(rgb_img, eyelid_glint_mask)\n",
    "plt.imshow(rgb_img)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1a7902f",
   "metadata": {},
   "source": [
    "### 获取睫毛掩码具体可视化\n",
    "1.模糊掩码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "9ce20b21",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "blur_mask = get_blur_mask(pos_img + neg_img, ksize=3, thresh=1)\n",
    "\n",
    "rgb_img = pos_neg_to_rgb(pos_img, neg_img)\n",
    "rgb_img [((pos_img > 0) | (neg_img > 0)) & blur_mask > 0] = [0, 0, 255]  # 蓝色\n",
    "plt.imshow(rgb_img)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "80ebb445",
   "metadata": {},
   "source": [
    "2.形态学掩码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "5c079d15",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "morph_mask = get_morph_mask(pos_img + neg_img, rect_w=15, rect_h=5, ksize1=7, ksize2=5)\n",
    "\n",
    "rgb_img = pos_neg_to_rgb(pos_img, neg_img)\n",
    "rgb_img = img_add_mask(rgb_img, morph_mask)\n",
    "plt.imshow(rgb_img)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd152797",
   "metadata": {},
   "source": [
    "3.结合生成最终掩码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "d0957e2a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "eyelash_mask = (eyelid_glint_mask | morph_mask) & blur_mask\n",
    "\n",
    "rgb_img = pos_neg_to_rgb(pos_img, neg_img)\n",
    "rgb_img = img_add_mask(rgb_img, eyelash_mask)\n",
    "plt.imshow(rgb_img)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb31ce74",
   "metadata": {},
   "source": [
    "4. 获取最大连通区域"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "dcb31e3f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "eyelash_mask = get_largest_blob(eyelash_mask)\n",
    "\n",
    "rgb_img = pos_neg_to_rgb(pos_img, neg_img)\n",
    "rgb_img = img_add_mask(rgb_img, eyelash_mask)\n",
    "plt.imshow(rgb_img)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bdecc6c7",
   "metadata": {},
   "source": [
    "### 获取睫毛掩码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "d328ffbe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "eyelash_mask = create_eyelash_mask(pos_img + neg_img, eyelid_glint_mask, \n",
    "                                   blur_ksize=3, blur_thresh=1,\n",
    "                                   morph_ksize1=11, morph_ksize2=5, morph_rect_w=21, morph_rect_h=9)\n",
    "\n",
    "rgb_img = pos_neg_to_rgb(pos_img, neg_img)\n",
    "rgb_img = img_add_mask(rgb_img, eyelash_mask)\n",
    "plt.imshow(rgb_img)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ebf7c06",
   "metadata": {},
   "source": [
    "### 获取瞳孔、虹膜掩码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "38717f7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris_mask = (noise_mask | eyelid_glint_mask | eyelash_mask)\n",
    "\n",
    "pos_img_iris, neg_img_iris = apply_noise_mask(pos_img, neg_img, iris_mask)\n",
    "iris_img = (pos_img_iris + neg_img_iris) > 0\n",
    "\n",
    "rgb_img = pos_neg_to_rgb(pos_img_iris, neg_img_iris)\n",
    "plt.imshow(rgb_img)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "0e94249f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bandwidth = 32\n",
    "\n",
    "# 创建圆柱形核\n",
    "kernel = generate_donut_kernel(inner_radius=bandwidth//2, outer_radius=bandwidth)\n",
    "\n",
    "# 使用 FFT 加速卷积\n",
    "density_map = fftconvolve(iris_img, kernel, mode='same')\n",
    "\n",
    "center_y, center_x = np.unravel_index(np.argmax(density_map), density_map.shape)\n",
    "plt.plot(center_x, center_y, 'c+', markersize=15, markeredgewidth=2, label='Center')\n",
    "\n",
    "plt.imshow(density_map, cmap='hot')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "927231d0",
   "metadata": {},
   "source": [
    "### 定位瞳孔中心"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "fd5cfd17",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bandwidth = 32\n",
    "\n",
    "center_y, center_x = locate_pupil_center(iris_img, bandwidth)\n",
    "pupil_mask = create_pupil_mask(iris_img, (center_x, center_y), bandwidth)\n",
    "\n",
    "rgb_img = pos_neg_to_rgb(pos_img_iris, neg_img_iris)\n",
    "rgb_img = img_add_mask(rgb_img, pupil_mask)\n",
    "plt.imshow(rgb_img)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6bb9eac",
   "metadata": {},
   "source": [
    "### 第二次去噪"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "2740d949",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pos_img_pupil, neg_img_pupil = apply_noise_mask(pos_img_iris, neg_img_iris, ~pupil_mask)\n",
    "\n",
    "rgb_img = pos_neg_to_rgb(pos_img_pupil, neg_img_pupil)\n",
    "plt.imshow(rgb_img)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "715ca7a4",
   "metadata": {},
   "source": [
    "### 椭圆拟合瞳孔"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "a8e4a893",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "201\n",
      "((56.454429626464844, 151.4216766357422), (29.390663146972656, 46.39876937866211), 36.46458053588867)\n",
      "0.9160248464687671\n"
     ]
    }
   ],
   "source": [
    "pupil_img = (pos_img_pupil + neg_img_pupil) > 0\n",
    "points_y, points_x = np.where(pupil_img)\n",
    "pupil_points = np.column_stack((points_x, points_y))\n",
    "\n",
    "print(len(pupil_points))\n",
    "\n",
    "ellipse = fit_ellipse(pupil_points)\n",
    "print(ellipse)\n",
    "\n",
    "if ellipse is not None:\n",
    "    fit_score = ellipse_fit_score(pupil_points, ellipse)\n",
    "    print(fit_score)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3b621d64",
   "metadata": {},
   "source": [
    "### 椭圆拟合可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "ce585866",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(x_center, y_center), (width, height), angle = ellipse\n",
    "\n",
    "center = (int(round(x_center)), int(round(y_center)))\n",
    "axes = (int(round(width/2)), int(round(height/2)))\n",
    "rgb_img = pos_neg_to_rgb(pos_img_pupil, neg_img_pupil)\n",
    "cv2.ellipse(rgb_img, center, axes, angle, 0, 360, (0, 0, 255), 1)\n",
    "cv2.circle(rgb_img, center, 1, (0, 0, 255), -1)\n",
    "plt.imshow(rgb_img)\n",
    "plt.axis('off')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56a66181",
   "metadata": {},
   "source": [
    "### 归一化变换为圆"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "71faf55d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transformed_points = transform_points(pupil_points, ellipse)\n",
    "\n",
    "plt.figure(figsize=(5, 5))\n",
    "plt.xlim(-1.5, 1.5)\n",
    "plt.ylim(-1.5, 1.5)\n",
    "\n",
    "plt.scatter(transformed_points[:, 0], transformed_points[:, 1], c='blue', s=1, alpha=0.5)\n",
    "circle = plt.Circle((0, 0), 1, fill=False, color='red', linewidth=2)\n",
    "plt.gca().add_patch(circle)\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "event_camera",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
